{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [],
   "source": [
    "def compute_pyramid_patch_weight_loss(width: int, height: int) -> np.ndarray:\n",
    "    \"\"\"Compute a weight matrix that assigns bigger weight on pixels in center and\n",
    "    less weight to pixels on image boundary.\n",
    "    This weight matrix then used for merging individual tile predictions and helps dealing\n",
    "    with prediction artifacts on tile boundaries.\n",
    "\n",
    "    :param width: Tile width\n",
    "    :param height: Tile height\n",
    "    :return: Since-channel image [Width x Height]\n",
    "    \"\"\"\n",
    "    xc = width * 0.5\n",
    "    yc = height * 0.5\n",
    "    xl = 0\n",
    "    xr = width\n",
    "    yb = 0\n",
    "    yt = height\n",
    "\n",
    "    Dcx = np.linspace(-width//2, +width//2, width) ** 2\n",
    "    Dcy = np.linspace(-height//2, +height//2, height) ** 2\n",
    "\n",
    "    # Dcx = np.square(np.arange(width) - xc + 0.5)\n",
    "    # Dcy = np.square(np.arange(height) - yc + 0.5)\n",
    "    Dc = np.sqrt(Dcx[np.newaxis].transpose() + Dcy)\n",
    "\n",
    "    De_l = np.square(np.arange(width) - xl + 0.5) + np.square(0.5)\n",
    "    De_r = np.square(np.arange(width) - xr + 0.5) + np.square(0.5)\n",
    "    De_b = np.square(0.5) + np.square(np.arange(height) - yb + 0.5)\n",
    "    De_t = np.square(0.5) + np.square(np.arange(height) - yt + 0.5)\n",
    "\n",
    "    De_x = np.sqrt(np.minimum(De_l, De_r))\n",
    "    De_y = np.sqrt(np.minimum(De_b, De_t))\n",
    "    De = np.minimum(De_x[np.newaxis].transpose(), De_y)\n",
    "\n",
    "    alpha = (width * height) / np.sum(np.divide(De, np.add(Dc, De)))\n",
    "    W = alpha * np.divide(De, np.add(Dc, De))\n",
    "    return W"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "outputs": [],
   "source": [
    "tile_size= 128\n",
    "tile_step = 96"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "W = compute_pyramid_patch_weight_loss(tile_size,tile_size)\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.imshow(W)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "outputs": [],
   "source": [
    "def compute_sigmoid_patch_weight_loss(rows, cols):\n",
    "    dy = np.sin(np.linspace(0, np.pi, rows))\n",
    "    dx = np.sin(np.linspace(0, np.pi, rows))\n",
    "\n",
    "    dx,dy = np.expand_dims(dx,axis=0), np.expand_dims(dy,axis=-1)\n",
    "\n",
    "    return (dx + dy) * 0.5\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-95-218686c36b5f>:29: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  f.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1728x576 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tile_size= 128\n",
    "tile_step = 72\n",
    "\n",
    "W = compute_pyramid_patch_weight_loss(tile_size,tile_size)\n",
    "\n",
    "tile_steps = [32, 64, 96]\n",
    "\n",
    "f, ax = plt.subplots(1, len(tile_steps), figsize=(8 * len(tile_steps), 8))\n",
    "for i, tile_step in enumerate(tile_steps):\n",
    "    accumulator = np.zeros((tile_size*4,tile_size*4))\n",
    "\n",
    "    for row in range(accumulator.shape[0]//tile_step):\n",
    "        for col in range(accumulator.shape[1]//tile_step):\n",
    "            row_start = row * tile_step\n",
    "            col_start = col * tile_step\n",
    "\n",
    "            row_end = min(accumulator.shape[0], row_start + W.shape[0])\n",
    "            col_end = min(accumulator.shape[1], col_start + W.shape[1])\n",
    "\n",
    "            accumulator[row_start:row_start + W.shape[0],col_start:col_start+W.shape[1]] += W[:row_end-row_start,:col_end-col_start]\n",
    "\n",
    "    im = ax[i].imshow(accumulator)\n",
    "    ax[i].set_title(f\"{tile_step}\")\n",
    "\n",
    "f.subplots_adjust(right=0.8)\n",
    "cbar_ax = f.add_axes([0.85, 0.15, 0.05, 0.7])\n",
    "f.colorbar(im, cax=cbar_ax)\n",
    "\n",
    "f.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-96-d11328f265a7>:29: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  f.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1728x576 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tile_size= 128\n",
    "tile_step = 72\n",
    "\n",
    "W = compute_sigmoid_patch_weight_loss(tile_size,tile_size)\n",
    "\n",
    "tile_steps = [32, 64, 96]\n",
    "\n",
    "f, ax = plt.subplots(1, len(tile_steps), figsize=(8 * len(tile_steps), 8))\n",
    "for i, tile_step in enumerate(tile_steps):\n",
    "    accumulator = np.zeros((tile_size*4,tile_size*4))\n",
    "\n",
    "    for row in range(accumulator.shape[0]//tile_step):\n",
    "        for col in range(accumulator.shape[1]//tile_step):\n",
    "            row_start = row * tile_step\n",
    "            col_start = col * tile_step\n",
    "\n",
    "            row_end = min(accumulator.shape[0], row_start + W.shape[0])\n",
    "            col_end = min(accumulator.shape[1], col_start + W.shape[1])\n",
    "\n",
    "            accumulator[row_start:row_start + W.shape[0],col_start:col_start+W.shape[1]] += W[:row_end-row_start,:col_end-col_start]\n",
    "\n",
    "    im = ax[i].imshow(accumulator)\n",
    "    ax[i].set_title(f\"{tile_step}\")\n",
    "\n",
    "f.subplots_adjust(right=0.8)\n",
    "cbar_ax = f.add_axes([0.85, 0.15, 0.05, 0.7])\n",
    "f.colorbar(im, cax=cbar_ax)\n",
    "\n",
    "f.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-98-2c1be0baa852>:37: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  f.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1728x576 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tile_size= 128\n",
    "tile_step = 72\n",
    "\n",
    "def compute_stepped_patch_weight_loss(rows, cols, step):\n",
    "    return np.ones((rows, cols))\n",
    "\n",
    "    #\n",
    "    # weight = np.ones((rows, cols)) * 0.25\n",
    "    # weight[step:rows-step, step:cols-step] = 1.0\n",
    "    #\n",
    "    # return weight\n",
    "\n",
    "tile_steps = [32, 64, 96]\n",
    "\n",
    "f, ax = plt.subplots(1, len(tile_steps), figsize=(8 * len(tile_steps), 8))\n",
    "for i, tile_step in enumerate(tile_steps):\n",
    "    W = compute_stepped_patch_weight_loss(tile_size,tile_size,tile_step)\n",
    "    accumulator = np.zeros((tile_size*4,tile_size*4))\n",
    "\n",
    "    for row in range(accumulator.shape[0]//tile_step):\n",
    "        for col in range(accumulator.shape[1]//tile_step):\n",
    "            row_start = row * tile_step\n",
    "            col_start = col * tile_step\n",
    "\n",
    "            row_end = min(accumulator.shape[0], row_start + W.shape[0])\n",
    "            col_end = min(accumulator.shape[1], col_start + W.shape[1])\n",
    "\n",
    "            accumulator[row_start:row_start + W.shape[0],col_start:col_start+W.shape[1]] += W[:row_end-row_start,:col_end-col_start]\n",
    "\n",
    "    im = ax[i].imshow(accumulator)\n",
    "    ax[i].set_title(f\"{tile_step}\")\n",
    "\n",
    "f.subplots_adjust(right=0.8)\n",
    "cbar_ax = f.add_axes([0.85, 0.15, 0.05, 0.7])\n",
    "f.colorbar(im, cax=cbar_ax)\n",
    "\n",
    "f.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}